Overview
Brought to you by YData
Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 7228 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 152 |
| Duplicate rows (%) | 2.1% |
| Total size in memory | 2.5 MiB |
| Average record size in memory | 361.0 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 6 |
| Text | 1 |
Negotiation Type has constant value "rent" | Constant |
Property Type has constant value "apartment" | Constant |
| Dataset has 152 (2.1%) duplicate rows | Duplicates |
Condo is highly overall correlated with Parking and 2 other fields | High correlation |
Parking is highly overall correlated with Condo and 5 other fields | High correlation |
Price is highly overall correlated with Condo and 3 other fields | High correlation |
Rooms is highly overall correlated with Parking and 2 other fields | High correlation |
Size is highly overall correlated with Condo and 5 other fields | High correlation |
Suites is highly overall correlated with Parking and 2 other fields | High correlation |
Toilets is highly overall correlated with Parking and 4 other fields | High correlation |
New is highly imbalanced (99.0%) | Imbalance |
Condo has 640 (8.9%) zeros | Zeros |
Suites has 1715 (23.7%) zeros | Zeros |
Parking has 294 (4.1%) zeros | Zeros |
Latitude has 483 (6.7%) zeros | Zeros |
Longitude has 483 (6.7%) zeros | Zeros |
Reproduction
| Analysis started | 2025-05-03 14:28:18.717303 |
|---|---|
| Analysis finished | 2025-05-03 14:28:51.784687 |
| Duration | 33.07 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
Price
Real number (ℝ)
High correlation
| Distinct | 473 |
|---|---|
| Distinct (%) | 6.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3077.6691 |
| Minimum | 480 |
|---|---|
| Maximum | 50000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 112.9 KiB |
Quantile statistics
| Minimum | 480 |
|---|---|
| 5-th percentile | 950 |
| Q1 | 1350 |
| median | 2000 |
| Q3 | 3300 |
| 95-th percentile | 9000 |
| Maximum | 50000 |
| Range | 49520 |
| Interquartile range (IQR) | 1950 |
Descriptive statistics
| Standard deviation | 3522.8303 |
|---|---|
| Coefficient of variation (CV) | 1.1446423 |
| Kurtosis | 37.090652 |
| Mean | 3077.6691 |
| Median Absolute Deviation (MAD) | 800 |
| Skewness | 4.8741261 |
| Sum | 22245392 |
| Variance | 12410333 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1500 | 367 | 5.1% |
| 1200 | 362 | 5.0% |
| 2500 | 299 | 4.1% |
| 1300 | 276 | 3.8% |
| 2000 | 276 | 3.8% |
| 1600 | 271 | 3.7% |
| 1400 | 243 | 3.4% |
| 1100 | 238 | 3.3% |
| 1800 | 237 | 3.3% |
| 1000 | 232 | 3.2% |
| Other values (463) | 4427 |
| Value | Count | Frequency (%) |
| 480 | 1 | < 0.1% |
| 500 | 5 | 0.1% |
| 550 | 1 | < 0.1% |
| 600 | 7 | |
| 610 | 1 | < 0.1% |
| 628 | 1 | < 0.1% |
| 630 | 2 | < 0.1% |
| 650 | 13 | |
| 660 | 3 | < 0.1% |
| 670 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 50000 | 3 | |
| 45000 | 1 | < 0.1% |
| 40000 | 3 | |
| 38000 | 1 | < 0.1% |
| 36000 | 2 | < 0.1% |
| 35000 | 4 | |
| 30000 | 5 | |
| 29000 | 1 | < 0.1% |
| 27000 | 3 | |
| 26000 | 2 | < 0.1% |
Condo
Real number (ℝ)
High correlation Zeros
| Distinct | 1192 |
|---|---|
| Distinct (%) | 16.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 825.1948 |
| Minimum | 0 |
|---|---|
| Maximum | 9500 |
| Zeros | 640 |
| Zeros (%) | 8.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 112.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 395.75 |
| median | 595 |
| Q3 | 990 |
| 95-th percentile | 2400 |
| Maximum | 9500 |
| Range | 9500 |
| Interquartile range (IQR) | 594.25 |
Descriptive statistics
| Standard deviation | 835.62194 |
|---|---|
| Coefficient of variation (CV) | 1.012636 |
| Kurtosis | 14.561506 |
| Mean | 825.1948 |
| Median Absolute Deviation (MAD) | 255 |
| Skewness | 3.0372388 |
| Sum | 5964508 |
| Variance | 698264.02 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 640 | 8.9% |
| 500 | 174 | 2.4% |
| 600 | 152 | 2.1% |
| 400 | 146 | 2.0% |
| 450 | 132 | 1.8% |
| 550 | 120 | 1.7% |
| 700 | 120 | 1.7% |
| 650 | 96 | 1.3% |
| 350 | 86 | 1.2% |
| 1100 | 86 | 1.2% |
| Other values (1182) | 5476 |
| Value | Count | Frequency (%) |
| 0 | 640 | |
| 1 | 15 | 0.2% |
| 10 | 3 | < 0.1% |
| 15 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 30 | 1 | < 0.1% |
| 32 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 40 | 1 | < 0.1% |
| 50 | 12 | 0.2% |
| Value | Count | Frequency (%) |
| 9500 | 1 | |
| 8860 | 1 | |
| 8800 | 1 | |
| 8000 | 1 | |
| 7928 | 1 | |
| 7800 | 1 | |
| 7500 | 2 | |
| 6800 | 2 | |
| 6300 | 2 | |
| 6100 | 1 |
Size
Real number (ℝ)
High correlation
| Distinct | 311 |
|---|---|
| Distinct (%) | 4.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 89.486165 |
| Minimum | 30 |
|---|---|
| Maximum | 880 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 112.9 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 40 |
| Q1 | 52 |
| median | 67 |
| Q3 | 100 |
| 95-th percentile | 219 |
| Maximum | 880 |
| Range | 850 |
| Interquartile range (IQR) | 48 |
Descriptive statistics
| Standard deviation | 63.976416 |
|---|---|
| Coefficient of variation (CV) | 0.71493081 |
| Kurtosis | 15.742876 |
| Mean | 89.486165 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | 3.0542718 |
| Sum | 646806 |
| Variance | 4092.9818 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 50 | 424 | 5.9% |
| 60 | 337 | 4.7% |
| 70 | 314 | 4.3% |
| 65 | 247 | 3.4% |
| 55 | 193 | 2.7% |
| 48 | 174 | 2.4% |
| 45 | 166 | 2.3% |
| 56 | 157 | 2.2% |
| 80 | 136 | 1.9% |
| 62 | 128 | 1.8% |
| Other values (301) | 4952 |
| Value | Count | Frequency (%) |
| 30 | 44 | |
| 31 | 16 | 0.2% |
| 32 | 26 | 0.4% |
| 33 | 25 | 0.3% |
| 34 | 20 | 0.3% |
| 35 | 107 | |
| 36 | 32 | 0.4% |
| 37 | 15 | 0.2% |
| 38 | 44 | |
| 39 | 20 | 0.3% |
| Value | Count | Frequency (%) |
| 880 | 1 | |
| 852 | 1 | |
| 670 | 1 | |
| 640 | 1 | |
| 627 | 1 | |
| 600 | 1 | |
| 598 | 1 | |
| 574 | 1 | |
| 540 | 2 | |
| 516 | 1 |
Rooms
Real number (ℝ)
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3042335 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 112.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.82910846 |
|---|---|
| Coefficient of variation (CV) | 0.35981963 |
| Kurtosis | 0.79310447 |
| Mean | 2.3042335 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.34658192 |
| Sum | 16655 |
| Variance | 0.68742085 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 2 | 3267 | |
| 3 | 2314 | |
| 1 | 1145 | 15.8% |
| 4 | 485 | 6.7% |
| 5 | 13 | 0.2% |
| 6 | 2 | < 0.1% |
| 10 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1145 | 15.8% |
| 2 | 3267 | |
| 3 | 2314 | |
| 4 | 485 | 6.7% |
| 5 | 13 | 0.2% |
| 6 | 2 | < 0.1% |
| 7 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 6 | 2 | < 0.1% |
| 5 | 13 | 0.2% |
| 4 | 485 | 6.7% |
| 3 | 2314 | |
| 2 | 3267 | |
| 1 | 1145 | 15.8% |
Toilets
Real number (ℝ)
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1055617 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 112.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.99816189 |
|---|---|
| Coefficient of variation (CV) | 0.47405967 |
| Kurtosis | 2.8850304 |
| Mean | 2.1055617 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.5404123 |
| Sum | 15219 |
| Variance | 0.99632716 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 2 | 4267 | |
| 1 | 1676 | 23.2% |
| 4 | 499 | 6.9% |
| 3 | 488 | 6.8% |
| 5 | 250 | 3.5% |
| 6 | 39 | 0.5% |
| 7 | 7 | 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1676 | 23.2% |
| 2 | 4267 | |
| 3 | 488 | 6.8% |
| 4 | 499 | 6.9% |
| 5 | 250 | 3.5% |
| 6 | 39 | 0.5% |
| 7 | 7 | 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 2 | < 0.1% |
| 7 | 7 | 0.1% |
| 6 | 39 | 0.5% |
| 5 | 250 | 3.5% |
| 4 | 499 | 6.9% |
| 3 | 488 | 6.8% |
| 2 | 4267 | |
| 1 | 1676 | 23.2% |
Suites
Real number (ℝ)
High correlation Zeros
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0244881 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1715 |
| Zeros (%) | 23.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 112.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.88424126 |
|---|---|
| Coefficient of variation (CV) | 0.86310545 |
| Kurtosis | 2.353241 |
| Mean | 1.0244881 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.3924997 |
| Sum | 7405 |
| Variance | 0.78188261 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 1 | 4474 | |
| 0 | 1715 | 23.7% |
| 3 | 523 | 7.2% |
| 2 | 353 | 4.9% |
| 4 | 159 | 2.2% |
| 5 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1715 | 23.7% |
| 1 | 4474 | |
| 2 | 353 | 4.9% |
| 3 | 523 | 7.2% |
| 4 | 159 | 2.2% |
| 5 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 5 | 4 | 0.1% |
| 4 | 159 | 2.2% |
| 3 | 523 | 7.2% |
| 2 | 353 | 4.9% |
| 1 | 4474 | |
| 0 | 1715 | 23.7% |
Parking
Real number (ℝ)
High correlation Zeros
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.452269 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 294 |
| Zeros (%) | 4.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 112.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.88953549 |
|---|---|
| Coefficient of variation (CV) | 0.61251429 |
| Kurtosis | 4.9026898 |
| Mean | 1.452269 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.7853731 |
| Sum | 10497 |
| Variance | 0.79127339 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 4536 | |
| 2 | 1603 | 22.2% |
| 3 | 518 | 7.2% |
| 0 | 294 | 4.1% |
| 4 | 211 | 2.9% |
| 5 | 49 | 0.7% |
| 6 | 11 | 0.2% |
| 7 | 3 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 294 | 4.1% |
| 1 | 4536 | |
| 2 | 1603 | 22.2% |
| 3 | 518 | 7.2% |
| 4 | 211 | 2.9% |
| 5 | 49 | 0.7% |
| 6 | 11 | 0.2% |
| 7 | 3 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 1 | < 0.1% |
| 8 | 2 | < 0.1% |
| 7 | 3 | < 0.1% |
| 6 | 11 | 0.2% |
| 5 | 49 | 0.7% |
| 4 | 211 | 2.9% |
| 3 | 518 | 7.2% |
| 2 | 1603 | 22.2% |
| 1 | 4536 | |
| 0 | 294 | 4.1% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5061 | |
| 1 | 2167 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5061 | |
| 1 | 2167 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5061 | |
| 1 | 2167 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7228 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5061 | |
| 1 | 2167 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7228 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5061 | |
| 1 | 2167 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7228 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5061 | |
| 1 | 2167 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5978 | |
| 1 | 1250 | 17.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5978 | |
| 1 | 1250 | 17.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5978 | |
| 1 | 1250 | 17.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7228 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5978 | |
| 1 | 1250 | 17.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7228 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5978 | |
| 1 | 1250 | 17.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7228 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5978 | |
| 1 | 1250 | 17.3% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 3701 | |
| 1 | 3527 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 3701 | |
| 1 | 3527 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3701 | |
| 1 | 3527 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7228 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 3701 | |
| 1 | 3527 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7228 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 3701 | |
| 1 | 3527 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7228 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 3701 | |
| 1 | 3527 |
New
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 465.9 KiB |
| 0 | |
|---|---|
| 1 | 6 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 7222 | |
| 1 | 6 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 7222 | |
| 1 | 6 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 7222 | |
| 1 | 6 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7228 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7222 | |
| 1 | 6 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7228 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7222 | |
| 1 | 6 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7228 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7222 | |
| 1 | 6 | 0.1% |
District
Text
| Distinct | 94 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 918.0 KiB |
Length
| Max length | 28 |
|---|---|
| Median length | 24 |
| Mean length | 19.355008 |
| Min length | 12 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Artur Alvim/São Paulo |
|---|---|
| 2nd row | Artur Alvim/São Paulo |
| 3rd row | Artur Alvim/São Paulo |
| 4th row | Artur Alvim/São Paulo |
| 5th row | Artur Alvim/São Paulo |
| Value | Count | Frequency (%) |
| paulo | 7228 | |
| vila | 1049 | 5.8% |
| campo | 323 | 1.8% |
| pinheiros/são | 286 | 1.6% |
| jardim | 208 | 1.2% |
| mooca/são | 178 | 1.0% |
| itaim | 168 | 0.9% |
| paulista/são | 165 | 0.9% |
| são | 165 | 0.9% |
| cidade | 164 | 0.9% |
| Other values (107) | 8033 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 18904 | |
| a | 17379 | |
| 10739 | 7.7% | |
| l | 9943 | 7.1% |
| u | 9877 | 7.1% |
| P | 8297 | 5.9% |
| S | 8135 | 5.8% |
| ã | 8041 | 5.7% |
| / | 7228 | 5.2% |
| i | 5903 | 4.2% |
| Other values (44) | 35452 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 139898 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 18904 | |
| a | 17379 | |
| 10739 | 7.7% | |
| l | 9943 | 7.1% |
| u | 9877 | 7.1% |
| P | 8297 | 5.9% |
| S | 8135 | 5.8% |
| ã | 8041 | 5.7% |
| / | 7228 | 5.2% |
| i | 5903 | 4.2% |
| Other values (44) | 35452 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 139898 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 18904 | |
| a | 17379 | |
| 10739 | 7.7% | |
| l | 9943 | 7.1% |
| u | 9877 | 7.1% |
| P | 8297 | 5.9% |
| S | 8135 | 5.8% |
| ã | 8041 | 5.7% |
| / | 7228 | 5.2% |
| i | 5903 | 4.2% |
| Other values (44) | 35452 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 139898 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 18904 | |
| a | 17379 | |
| 10739 | 7.7% | |
| l | 9943 | 7.1% |
| u | 9877 | 7.1% |
| P | 8297 | 5.9% |
| S | 8135 | 5.8% |
| ã | 8041 | 5.7% |
| / | 7228 | 5.2% |
| i | 5903 | 4.2% |
| Other values (44) | 35452 |
Negotiation Type
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 487.0 KiB |
| rent |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | rent |
|---|---|
| 2nd row | rent |
| 3rd row | rent |
| 4th row | rent |
| 5th row | rent |
Common Values
| Value | Count | Frequency (%) |
| rent | 7228 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| rent | 7228 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 7228 | |
| e | 7228 | |
| n | 7228 | |
| t | 7228 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 28912 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 7228 | |
| e | 7228 | |
| n | 7228 | |
| t | 7228 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 28912 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 7228 | |
| e | 7228 | |
| n | 7228 | |
| t | 7228 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 28912 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 7228 | |
| e | 7228 | |
| n | 7228 | |
| t | 7228 |
Property Type
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 522.3 KiB |
| apartment |
|---|
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 9 |
| Min length | 9 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | apartment |
|---|---|
| 2nd row | apartment |
| 3rd row | apartment |
| 4th row | apartment |
| 5th row | apartment |
Common Values
| Value | Count | Frequency (%) |
| apartment | 7228 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| apartment | 7228 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 14456 | |
| t | 14456 | |
| p | 7228 | |
| r | 7228 | |
| m | 7228 | |
| e | 7228 | |
| n | 7228 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 65052 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 14456 | |
| t | 14456 | |
| p | 7228 | |
| r | 7228 | |
| m | 7228 | |
| e | 7228 | |
| n | 7228 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 65052 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 14456 | |
| t | 14456 | |
| p | 7228 | |
| r | 7228 | |
| m | 7228 | |
| e | 7228 | |
| n | 7228 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 65052 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 14456 | |
| t | 14456 | |
| p | 7228 | |
| r | 7228 | |
| m | 7228 | |
| e | 7228 | |
| n | 7228 |
Latitude
Real number (ℝ)
Zeros
| Distinct | 4823 |
|---|---|
| Distinct (%) | 66.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -22.032278 |
| Minimum | -46.749039 |
|---|---|
| Maximum | 0 |
| Zeros | 483 |
| Zeros (%) | 6.7% |
| Negative | 6745 |
| Negative (%) | 93.3% |
| Memory size | 112.9 KiB |
Quantile statistics
| Minimum | -46.749039 |
|---|---|
| 5-th percentile | -23.658504 |
| Q1 | -23.598066 |
| median | -23.555869 |
| Q3 | -23.522756 |
| 95-th percentile | 0 |
| Maximum | 0 |
| Range | 46.749039 |
| Interquartile range (IQR) | 0.07530975 |
Descriptive statistics
| Standard deviation | 5.9625338 |
|---|---|
| Coefficient of variation (CV) | -0.2706272 |
| Kurtosis | 9.8791332 |
| Mean | -22.032278 |
| Median Absolute Deviation (MAD) | 0.0374628 |
| Skewness | 3.2567792 |
| Sum | -159249.31 |
| Variance | 35.551809 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 483 | 6.7% |
| -23.5053909 | 37 | 0.5% |
| -23.604294 | 35 | 0.5% |
| -23.522756 | 21 | 0.3% |
| -23.5453953 | 17 | 0.2% |
| -23.585748 | 16 | 0.2% |
| -23.6557135 | 16 | 0.2% |
| -23.714221 | 15 | 0.2% |
| -23.599178 | 14 | 0.2% |
| -23.5510254 | 14 | 0.2% |
| Other values (4813) | 6560 |
| Value | Count | Frequency (%) |
| -46.749039 | 1 | |
| -46.715115 | 1 | |
| -46.700223 | 1 | |
| -46.678478 | 1 | |
| -46.677847 | 1 | |
| -46.656944 | 1 | |
| -46.655399 | 1 | |
| -46.648904 | 1 | |
| -46.577355 | 1 | |
| -46.428927 | 1 |
| Value | Count | Frequency (%) |
| 0 | 483 | |
| -21.8577415 | 1 | < 0.1% |
| -22.3292281 | 1 | < 0.1% |
| -23.3947869 | 1 | < 0.1% |
| -23.41519 | 2 | < 0.1% |
| -23.419688 | 1 | < 0.1% |
| -23.4200734 | 1 | < 0.1% |
| -23.4201966 | 1 | < 0.1% |
| -23.4319192 | 1 | < 0.1% |
| -23.435667 | 1 | < 0.1% |
Longitude
Real number (ℝ)
Zeros
| Distinct | 4826 |
|---|---|
| Distinct (%) | 66.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -43.500873 |
| Minimum | -58.364352 |
|---|---|
| Maximum | 0 |
| Zeros | 483 |
| Zeros (%) | 6.7% |
| Negative | 6745 |
| Negative (%) | 93.3% |
| Memory size | 112.9 KiB |
Quantile statistics
| Minimum | -58.364352 |
|---|---|
| 5-th percentile | -46.747154 |
| Q1 | -46.689788 |
| median | -46.644793 |
| Q3 | -46.58511 |
| 95-th percentile | 0 |
| Maximum | 0 |
| Range | 58.364352 |
| Interquartile range (IQR) | 0.104678 |
Descriptive statistics
| Standard deviation | 11.67507 |
|---|---|
| Coefficient of variation (CV) | -0.26838703 |
| Kurtosis | 9.9074504 |
| Mean | -43.500873 |
| Median Absolute Deviation (MAD) | 0.05009495 |
| Skewness | 3.4461402 |
| Sum | -314424.31 |
| Variance | 136.30726 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 483 | 6.7% |
| -46.6227832 | 37 | 0.5% |
| -46.518325 | 35 | 0.5% |
| -46.655492 | 21 | 0.3% |
| -46.6167926 | 17 | 0.2% |
| -46.533696 | 16 | 0.2% |
| -46.6363298 | 16 | 0.2% |
| -46.533612 | 15 | 0.2% |
| -46.704675 | 15 | 0.2% |
| -46.6553085 | 14 | 0.2% |
| Other values (4816) | 6559 |
| Value | Count | Frequency (%) |
| -58.3643522 | 1 | < 0.1% |
| -51.9763575 | 1 | < 0.1% |
| -49.108049 | 1 | < 0.1% |
| -49.0607072 | 12 | |
| -49.0606445 | 8 | |
| -46.955069 | 1 | < 0.1% |
| -46.9412553 | 1 | < 0.1% |
| -46.81286 | 1 | < 0.1% |
| -46.803746 | 1 | < 0.1% |
| -46.803679 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 483 | |
| -23.51764 | 1 | < 0.1% |
| -23.534683 | 1 | < 0.1% |
| -23.540783 | 1 | < 0.1% |
| -23.545329 | 1 | < 0.1% |
| -23.554196 | 1 | < 0.1% |
| -23.568745 | 1 | < 0.1% |
| -23.569444 | 1 | < 0.1% |
| -23.59818 | 1 | < 0.1% |
| -23.607013 | 1 | < 0.1% |
Interactions
Correlations
| Condo | Elevator | Furnished | Latitude | Longitude | New | Parking | Price | Rooms | Size | Suites | Swimming Pool | Toilets | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Condo | 1.000 | 0.034 | 0.087 | -0.170 | -0.294 | 0.000 | 0.624 | 0.662 | 0.486 | 0.676 | 0.433 | 0.179 | 0.469 |
| Elevator | 0.034 | 1.000 | 0.094 | 0.120 | 0.121 | 0.037 | 0.088 | 0.017 | 0.000 | 0.024 | 0.208 | 0.150 | 0.205 |
| Furnished | 0.087 | 0.094 | 1.000 | 0.020 | 0.021 | 0.000 | 0.080 | 0.140 | 0.173 | 0.033 | 0.080 | 0.184 | 0.068 |
| Latitude | -0.170 | 0.120 | 0.020 | 1.000 | 0.363 | 0.020 | -0.157 | -0.202 | -0.105 | -0.130 | -0.207 | 0.023 | -0.199 |
| Longitude | -0.294 | 0.121 | 0.021 | 0.363 | 1.000 | 0.023 | -0.218 | -0.319 | -0.134 | -0.226 | -0.186 | 0.133 | -0.204 |
| New | 0.000 | 0.037 | 0.000 | 0.020 | 0.023 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 |
| Parking | 0.624 | 0.088 | 0.080 | -0.157 | -0.218 | 0.000 | 1.000 | 0.609 | 0.569 | 0.662 | 0.605 | 0.334 | 0.610 |
| Price | 0.662 | 0.017 | 0.140 | -0.202 | -0.319 | 0.000 | 0.609 | 1.000 | 0.404 | 0.646 | 0.487 | 0.156 | 0.508 |
| Rooms | 0.486 | 0.000 | 0.173 | -0.105 | -0.134 | 0.000 | 0.569 | 0.404 | 1.000 | 0.766 | 0.484 | 0.208 | 0.505 |
| Size | 0.676 | 0.024 | 0.033 | -0.130 | -0.226 | 0.000 | 0.662 | 0.646 | 0.766 | 1.000 | 0.534 | 0.152 | 0.567 |
| Suites | 0.433 | 0.208 | 0.080 | -0.207 | -0.186 | 0.000 | 0.605 | 0.487 | 0.484 | 0.534 | 1.000 | 0.276 | 0.937 |
| Swimming Pool | 0.179 | 0.150 | 0.184 | 0.023 | 0.133 | 0.009 | 0.334 | 0.156 | 0.208 | 0.152 | 0.276 | 1.000 | 0.267 |
| Toilets | 0.469 | 0.205 | 0.068 | -0.199 | -0.204 | 0.000 | 0.610 | 0.508 | 0.505 | 0.567 | 0.937 | 0.267 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Price | Condo | Size | Rooms | Toilets | Suites | Parking | Elevator | Furnished | Swimming Pool | New | District | Negotiation Type | Property Type | Latitude | Longitude | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 930 | 220 | 47 | 2 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | Artur Alvim/São Paulo | rent | apartment | -23.543138 | -46.479486 |
| 1 | 1000 | 148 | 45 | 2 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | Artur Alvim/São Paulo | rent | apartment | -23.550239 | -46.480718 |
| 2 | 1000 | 100 | 48 | 2 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | Artur Alvim/São Paulo | rent | apartment | -23.542818 | -46.485665 |
| 3 | 1000 | 200 | 48 | 2 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | Artur Alvim/São Paulo | rent | apartment | -23.547171 | -46.483014 |
| 4 | 1300 | 410 | 55 | 2 | 2 | 1 | 1 | 1 | 0 | 0 | 0 | Artur Alvim/São Paulo | rent | apartment | -23.525025 | -46.482436 |
| 5 | 1170 | 0 | 50 | 2 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | Artur Alvim/São Paulo | rent | apartment | -23.548751 | -46.477195 |
| 6 | 1000 | 180 | 52 | 1 | 2 | 1 | 1 | 1 | 0 | 0 | 0 | Artur Alvim/São Paulo | rent | apartment | -23.549840 | -46.484137 |
| 7 | 900 | 150 | 40 | 2 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | Artur Alvim/São Paulo | rent | apartment | -23.539740 | -46.492670 |
| 8 | 1000 | 0 | 65 | 2 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | Artur Alvim/São Paulo | rent | apartment | -23.548751 | -46.477195 |
| 9 | 1000 | 0 | 100 | 2 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | Artur Alvim/São Paulo | rent | apartment | -23.548751 | -46.477195 |
| Price | Condo | Size | Rooms | Toilets | Suites | Parking | Elevator | Furnished | Swimming Pool | New | District | Negotiation Type | Property Type | Latitude | Longitude | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 11200 | 3000 | 610 | 51 | 1 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | Brooklin/São Paulo | rent | apartment | -23.622137 | -46.694020 |
| 11201 | 13000 | 2153 | 258 | 3 | 4 | 3 | 4 | 0 | 1 | 0 | 0 | Brooklin/São Paulo | rent | apartment | -23.619481 | -46.684028 |
| 11202 | 4000 | 589 | 41 | 1 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | Brooklin/São Paulo | rent | apartment | 0.000000 | 0.000000 |
| 11203 | 9000 | 1950 | 168 | 3 | 4 | 3 | 3 | 0 | 1 | 0 | 0 | Brooklin/São Paulo | rent | apartment | -23.624600 | -46.685282 |
| 11204 | 17000 | 2200 | 240 | 4 | 5 | 4 | 5 | 0 | 0 | 0 | 0 | Brooklin/São Paulo | rent | apartment | -23.609608 | -46.693013 |
| 11205 | 3700 | 595 | 73 | 1 | 2 | 1 | 1 | 0 | 0 | 1 | 0 | Brooklin/São Paulo | rent | apartment | -23.617682 | -46.694963 |
| 11206 | 21000 | 3000 | 208 | 4 | 4 | 3 | 3 | 1 | 1 | 1 | 0 | Brooklin/São Paulo | rent | apartment | -23.606891 | -46.695934 |
| 11207 | 3800 | 710 | 55 | 1 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | Brooklin/São Paulo | rent | apartment | 0.000000 | 0.000000 |
| 11208 | 5000 | 2354 | 205 | 3 | 2 | 1 | 2 | 1 | 0 | 0 | 0 | Brooklin/São Paulo | rent | apartment | -23.612287 | -46.681482 |
| 11209 | 15600 | 2300 | 162 | 3 | 4 | 3 | 3 | 0 | 0 | 1 | 0 | Brooklin/São Paulo | rent | apartment | -23.615823 | -46.685404 |
Duplicate rows
Most frequently occurring
| Price | Condo | Size | Rooms | Toilets | Suites | Parking | Elevator | Furnished | Swimming Pool | New | District | Negotiation Type | Property Type | Latitude | Longitude | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42 | 1295 | 500 | 69 | 3 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | Jardim Ângela/São Paulo | rent | apartment | -23.604294 | -46.518325 | 10 |
| 148 | 8000 | 1400 | 132 | 3 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | Iguatemi/São Paulo | rent | apartment | -23.585672 | -46.681216 | 8 |
| 72 | 1600 | 0 | 50 | 2 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | Rio Pequeno/São Paulo | rent | apartment | -23.565075 | -46.750646 | 7 |
| 29 | 1190 | 555 | 70 | 3 | 2 | 1 | 1 | 0 | 0 | 1 | 0 | Jardim Ângela/São Paulo | rent | apartment | -23.604294 | -46.518325 | 6 |
| 58 | 1400 | 330 | 56 | 2 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | Sapopemba/São Paulo | rent | apartment | -23.585748 | -46.533696 | 6 |
| 22 | 1100 | 270 | 44 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | Jabaquara/São Paulo | rent | apartment | -23.655714 | -46.636330 | 5 |
| 65 | 1500 | 273 | 31 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | Brás/São Paulo | rent | apartment | -23.545395 | -46.616793 | 5 |
| 108 | 2500 | 456 | 49 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | Casa Verde/São Paulo | rent | apartment | 0.000000 | 0.000000 | 5 |
| 147 | 7200 | 1900 | 62 | 1 | 2 | 1 | 2 | 0 | 1 | 0 | 0 | Iguatemi/São Paulo | rent | apartment | -23.583830 | -46.683541 | 5 |
| 31 | 1190 | 555 | 70 | 3 | 2 | 1 | 1 | 0 | 0 | 1 | 0 | São Lucas/São Paulo | rent | apartment | -23.603929 | -46.518294 | 4 |